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msprincessswag6553
02.03.2020 •
Mathematics
An automatic machine in a manufacturing process is operating properly if the lengths of an important subcomponent are normally distributed with a mean of 115 cm and a standard deviation of 4.7 cm. A. Find the probability that one selected subcomponent is longer than 117 cm. Probability = B. Find the probability that if 4 subcomponents are randomly selected, their mean length exceeds 117 cm. Probability = C. Find the probability that if 4 are randomly selected, all 4 have lengths that exceed 117 cm.
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Ответ:
a)![P(X117)=P(\frac{X-\mu}{\sigma}\frac{117-\mu}{\sigma})=P(Z\frac{117-115}{4.7})=P(z0.426)](/tpl/images/0530/3867/21c64.png)
And we can find this probability using the complement rule and we got:
b)![P(\bar X 117)=P(Z\frac{117-115}{\frac{4.7}{\sqrt{4}}}=0.851)](/tpl/images/0530/3867/66cc0.png)
And using the complement rule and a calculator, excel or the normal standard table we have that:
c)![X \sim Bin (n=4, p =0.335)](/tpl/images/0530/3867/66771.png)
And the reason is because we assume independence between the events and each individual event have the same probability of success 0.197.
And we want this probability:
We can use the probability mass function and we got:
Step-by-step explanation:
Previous concepts
Normal distribution, is a "probability distribution that is symmetric about the mean, showing that data near the mean are more frequent in occurrence than data far from the mean".
The Z-score is "a numerical measurement used in statistics of a value's relationship to the mean (average) of a group of values, measured in terms of standard deviations from the mean".
Part a
Let X the random variable that represent the lengths of a population, and for this case we know the distribution for X is given by:
Where
and ![\sigma=4.7](/tpl/images/0530/3867/9f915.png)
We are interested on this probability
And the best way to solve this problem is using the normal standard distribution and the z score given by:
If we apply this formula to our probability we got this:
And we can find this probability using the complement rule and we got:
Part b
For this case we select a sample size of n=4, since the distribution of X is normal then the distribution for
is also normal and given by:
We can find the individual probabilities like this:
And using the complement rule and a calculator, excel or the normal standard table we have that:
Part c
For this case we can use a binomial distribution given by:
And the reason is because we assume independence between the events and each individual event have the same probability of success 0.197.
And we want this probability:
We can use the probability mass function and we got:
Ответ: